making style fixes minor change

Author: fosteramanda

articles/ai-services/agents/includes/bicep-setup.md

@@ -34,9 +34,9 @@ The following section shows you how to set up the required resources for getting
 
 #### Basic agent setup: use an existing AI Services resource 
 
-Replace the parameter value for `aiServiceAccountResourceId` with the full arm resource id of the AI Services account you want to use.
+Replace the parameter value for `aiServiceAccountResourceId` with the full arm resource ID of the AI Services account you want to use.
 
-1. To get the AI Services account resource id, sign in to the Azure CLI and select the subscription with your AI Services account:
+1. To get the AI Services account resource ID, sign in to the Azure CLI and select the subscription with your AI Services account:
 
     ```az login``` 
 2. Replace `<your-resource-group>` with the resource group containing your resource and `your-ai-service-resource-name` with the name of your AI Service resource, and run:
@@ -50,15 +50,15 @@ Replace the parameter value for `aiServiceAccountResourceId` with the full arm r
 
 #### Standard agent setup: use an existing AI Services, storage, and/or Azure AI Search resource 
 
-Use an existing AI Search, storage accont, and/or Azure AI Search resource by providing the full arm resource id in the standard agent template file.
+Use an existing AI Search, storage account, and/or Azure AI Search resource by providing the full arm resource ID in the standard agent template file.
 
 Use an existing AI Services resource:
-1. See steps in basic agent setup to get the AI Services account resource id.
+1. Follow the steps in basic agent setup to get the AI Services account resource ID.
 2. In the standard agent template file, set the parameter:
     - aiServiceAccountResourceId:/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.CognitiveServices/accounts/{serviceName}
 
 Use an existing storage account:
-1. To get your storage account resource id, sign in to the Azure CLI and select the subscription with your storage account: 
+1. To get your storage account resource ID, sign in to the Azure CLI and select the subscription with your storage account: 
 
     ```az login``` 
 2. Then run the command:
@@ -70,7 +70,7 @@ Use an existing storage account:
     - aiStorageAccountResourceId:/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.Storage/storageAccounts/{storageAccountName}
 
 Use an existing Azure AI Search resource:
-1. To get your Azure AI Search resource id, sign into Azure CLI and select the subscription with your search resource: 
+1. To get your Azure AI Search resource ID, sign into Azure CLI and select the subscription with your search resource: 
 
     ```az login```
 2. Then run the command:
@@ -82,7 +82,7 @@ Use an existing Azure AI Search resource:
 ## Basic agent setup resource architecture
 :::image type="content" source="../media/quickstart/basic-agent-setup-resources.png" alt-text="An architecture diagram for basic agent setup." lightbox="../media/quickstart/basic-agent-setup-resources.png":::
 
-Resources for the AI hub, AI project, and AI Services are created for you. A storage account is created because it is a required resource for hubs, but this is not used by agents. The AI Services account is connected to your project/hub and a gpt-4o-mini model is deployed in the eastus region. A Microsoft-managed key vault, storage account, and search resource is used by default.
+Resources for the AI hub, AI project, and AI Services are created for you. A storage account is created because it's a required resource for hubs, but this storage account is not used by agents. The AI Services account is connected to your project/hub and a gpt-4o-mini model is deployed in the eastus region. A Microsoft-managed key vault, storage account, and search resource is used by default.
 
 ## Standard agent setup resource architecture
 :::image type="content" source="../media/quickstart/standard-agent-setup-resources.png" alt-text="An architecture diagram for standard agent setup." lightbox="../media/quickstart/standard-agent-setup-resources.png":::

articles/ai-services/agents/includes/file-search/deep-dive.md

@@ -48,14 +48,14 @@ batch = project_client.agents.create_vector_store_file_batch_and_poll(
 Files can be removed from a vector store by either:
 
 * Deleting the vector store file object or,
-* By deleting the underlying file object, which removes the file it from all vector_store and code_interpreter configurations across all agents and threads in your organization
+* Deleting the underlying file object, which removes the file it from all vector_store and code_interpreter configurations across all agents and threads in your organization
 
 The maximum file size is 512 MB. Each file should contain no more than 5,000,000 tokens per file (computed automatically when you attach a file).
 
 
 ## Remove vector store 
 
-You can can remove a vector store from the file search tool.
+You can remove a vector store from the file search tool.
 
 ```python
 file_search_tool.remove_vector_store(vector_store.id)